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Kapelan Bio Imaging GmbH machine learning-based surrogate modeling
Machine Learning Based Surrogate Modeling, supplied by Kapelan Bio Imaging GmbH, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/machine+learning-based+surrogate+modeling/machine+learning+based+surrogate+modeling/10__1021_slash_acsestengg__4c00234-173-12-7
Average 90 stars, based on 1 article reviews
machine learning-based surrogate modeling - by Bioz Stars, 2026-09
90/100 stars

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Article Title: Pipe Failure Prediction in the Water Distribution System Using a Deep Graph Convolutional Network and Temporal Failure Series
Article Snippet: Ensuring the safety and reliability of the water distribution system (WDS) manifests significant importance for residential, commercial, and industrial needs and may benefit from the structure deterioration models for early warning of water pipe breaks.. However, challenges exist in model calibration with limited monitoring data, unseen underground conditions, or high computing requirements.. Herein, a novel deep learning-based DeeperGCN framework was proposed to predict pipe failure by cooperating with graph convolutional network (GCN) models for graph processing.



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Kapelan Bio Imaging GmbH machine learning-based surrogate modeling
Machine Learning Based Surrogate Modeling, supplied by Kapelan Bio Imaging GmbH, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/machine+learning-based+surrogate+modeling/machine+learning+based+surrogate+modeling/10__1021_slash_acsestengg__4c00234-173-12-7
Average 90 stars, based on 1 article reviews
machine learning-based surrogate modeling - by Bioz Stars, 2026-09
90/100 stars
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